TY - GEN
T1 - Experimental verification of bias reduction in TDOA based localization
AU - Wei, Junming
AU - Ji, Yiming
AU - Yu, Changbin
PY - 2014
Y1 - 2014
N2 - In this paper, we verify a bias reduction algorithm proposed earlier through experiments. The accuracy of localization systems are influenced by many factors. Our focus is to improve the performance of localization systems by reducing the estimation bias. Many algorithms have been proposed to reduce bias, however, only simulation results are presented which only demonstrate the algorithms with ideal or generated synthetic data, so their performance in practical situation is unknown. To address this problem we conducted real-world experiments. The experimental data is obtained from a TDOA based localization system developed using Software Defined Radios. The results demonstrate that the proposed bias reduction algorithm can reduce the bias effectively, thus greatly enhancing the localization accuracy of the system.
AB - In this paper, we verify a bias reduction algorithm proposed earlier through experiments. The accuracy of localization systems are influenced by many factors. Our focus is to improve the performance of localization systems by reducing the estimation bias. Many algorithms have been proposed to reduce bias, however, only simulation results are presented which only demonstrate the algorithms with ideal or generated synthetic data, so their performance in practical situation is unknown. To address this problem we conducted real-world experiments. The experimental data is obtained from a TDOA based localization system developed using Software Defined Radios. The results demonstrate that the proposed bias reduction algorithm can reduce the bias effectively, thus greatly enhancing the localization accuracy of the system.
UR - http://www.scopus.com/inward/record.url?scp=84906562357&partnerID=8YFLogxK
U2 - 10.1109/ICCA.2014.6870887
DO - 10.1109/ICCA.2014.6870887
M3 - Conference contribution
SN - 9781479928378
T3 - IEEE International Conference on Control and Automation, ICCA
SP - 7
EP - 12
BT - 11th IEEE International Conference on Control and Automation, IEEE ICCA 2014
PB - IEEE Computer Society
T2 - 11th IEEE International Conference on Control and Automation, IEEE ICCA 2014
Y2 - 18 June 2014 through 20 June 2014
ER -